Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 699 |
| Missing cells | 16 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 48 |
| Duplicate rows (%) | 6.9% |
| Total size in memory | 54.7 KiB |
| Average record size in memory | 80.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
| Dataset has 48 (6.9%) duplicate rows | Duplicates |
Clump_thickness is highly overall correlated with Bare_nuclei and 7 other fields | High correlation |
Uniformity_of_cell_size is highly overall correlated with Bare_nuclei and 8 other fields | High correlation |
Uniformity_of_cell_shape is highly overall correlated with Bare_nuclei and 7 other fields | High correlation |
Marginal_adhesion is highly overall correlated with Bare_nuclei and 7 other fields | High correlation |
Single_epithelial_cell_size is highly overall correlated with Bare_nuclei and 7 other fields | High correlation |
Bare_nuclei is highly overall correlated with Bland_chromatin and 7 other fields | High correlation |
Bland_chromatin is highly overall correlated with Bare_nuclei and 7 other fields | High correlation |
Normal_nucleoli is highly overall correlated with Bare_nuclei and 8 other fields | High correlation |
Class is highly overall correlated with Bare_nuclei and 8 other fields | High correlation |
Mitoses is highly overall correlated with Class and 2 other fields | High correlation |
Bare_nuclei has 16 (2.3%) missing values | Missing |
Reproduction
| Analysis started | 2024-07-26 21:35:42.285343 |
|---|---|
| Analysis finished | 2024-07-26 21:35:50.978546 |
| Duration | 8.69 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
Clump_thickness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4177396 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8157407 |
|---|---|
| Coefficient of variation (CV) | 0.63737135 |
| Kurtosis | -0.62371541 |
| Mean | 4.4177396 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.59285853 |
| Sum | 3088 |
| Variance | 7.9283955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 145 | |
| 5 | 130 | |
| 3 | 108 | |
| 4 | 80 | |
| 10 | 69 | |
| 2 | 50 | 7.2% |
| 8 | 46 | 6.6% |
| 6 | 34 | 4.9% |
| 7 | 23 | 3.3% |
| 9 | 14 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 145 | |
| 2 | 50 | 7.2% |
| 3 | 108 | |
| 4 | 80 | |
| 5 | 130 | |
| 6 | 34 | 4.9% |
| 7 | 23 | 3.3% |
| 8 | 46 | 6.6% |
| 9 | 14 | 2.0% |
| 10 | 69 |
| Value | Count | Frequency (%) |
| 10 | 69 | |
| 9 | 14 | 2.0% |
| 8 | 46 | 6.6% |
| 7 | 23 | 3.3% |
| 6 | 34 | 4.9% |
| 5 | 130 | |
| 4 | 80 | |
| 3 | 108 | |
| 2 | 50 | 7.2% |
| 1 | 145 |
Uniformity_of_cell_size
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1344778 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0514591 |
|---|---|
| Coefficient of variation (CV) | 0.97351434 |
| Kurtosis | 0.098802885 |
| Mean | 3.1344778 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2331366 |
| Sum | 2191 |
| Variance | 9.3114027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 384 | |
| 10 | 67 | 9.6% |
| 3 | 52 | 7.4% |
| 2 | 45 | 6.4% |
| 4 | 40 | 5.7% |
| 5 | 30 | 4.3% |
| 8 | 29 | 4.1% |
| 6 | 27 | 3.9% |
| 7 | 19 | 2.7% |
| 9 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 384 | |
| 2 | 45 | 6.4% |
| 3 | 52 | 7.4% |
| 4 | 40 | 5.7% |
| 5 | 30 | 4.3% |
| 6 | 27 | 3.9% |
| 7 | 19 | 2.7% |
| 8 | 29 | 4.1% |
| 9 | 6 | 0.9% |
| 10 | 67 | 9.6% |
| Value | Count | Frequency (%) |
| 10 | 67 | 9.6% |
| 9 | 6 | 0.9% |
| 8 | 29 | 4.1% |
| 7 | 19 | 2.7% |
| 6 | 27 | 3.9% |
| 5 | 30 | 4.3% |
| 4 | 40 | 5.7% |
| 3 | 52 | 7.4% |
| 2 | 45 | 6.4% |
| 1 | 384 |
Uniformity_of_cell_shape
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2074392 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9719128 |
|---|---|
| Coefficient of variation (CV) | 0.9265687 |
| Kurtosis | 0.00701098 |
| Mean | 3.2074392 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1618592 |
| Sum | 2242 |
| Variance | 8.8322655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 353 | |
| 2 | 59 | 8.4% |
| 10 | 58 | 8.3% |
| 3 | 56 | 8.0% |
| 4 | 44 | 6.3% |
| 5 | 34 | 4.9% |
| 6 | 30 | 4.3% |
| 7 | 30 | 4.3% |
| 8 | 28 | 4.0% |
| 9 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 353 | |
| 2 | 59 | 8.4% |
| 3 | 56 | 8.0% |
| 4 | 44 | 6.3% |
| 5 | 34 | 4.9% |
| 6 | 30 | 4.3% |
| 7 | 30 | 4.3% |
| 8 | 28 | 4.0% |
| 9 | 7 | 1.0% |
| 10 | 58 | 8.3% |
| Value | Count | Frequency (%) |
| 10 | 58 | 8.3% |
| 9 | 7 | 1.0% |
| 8 | 28 | 4.0% |
| 7 | 30 | 4.3% |
| 6 | 30 | 4.3% |
| 5 | 34 | 4.9% |
| 4 | 44 | 6.3% |
| 3 | 56 | 8.0% |
| 2 | 59 | 8.4% |
| 1 | 353 |
Marginal_adhesion
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.806867 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8553792 |
|---|---|
| Coefficient of variation (CV) | 1.0172834 |
| Kurtosis | 0.98794707 |
| Mean | 2.806867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5244681 |
| Sum | 1962 |
| Variance | 8.1531906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 407 | |
| 3 | 58 | 8.3% |
| 2 | 58 | 8.3% |
| 10 | 55 | 7.9% |
| 4 | 33 | 4.7% |
| 8 | 25 | 3.6% |
| 5 | 23 | 3.3% |
| 6 | 22 | 3.1% |
| 7 | 13 | 1.9% |
| 9 | 5 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 407 | |
| 2 | 58 | 8.3% |
| 3 | 58 | 8.3% |
| 4 | 33 | 4.7% |
| 5 | 23 | 3.3% |
| 6 | 22 | 3.1% |
| 7 | 13 | 1.9% |
| 8 | 25 | 3.6% |
| 9 | 5 | 0.7% |
| 10 | 55 | 7.9% |
| Value | Count | Frequency (%) |
| 10 | 55 | 7.9% |
| 9 | 5 | 0.7% |
| 8 | 25 | 3.6% |
| 7 | 13 | 1.9% |
| 6 | 22 | 3.1% |
| 5 | 23 | 3.3% |
| 4 | 33 | 4.7% |
| 3 | 58 | 8.3% |
| 2 | 58 | 8.3% |
| 1 | 407 |
Single_epithelial_cell_size
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2160229 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2142999 |
|---|---|
| Coefficient of variation (CV) | 0.68852118 |
| Kurtosis | 2.1690664 |
| Mean | 3.2160229 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7121718 |
| Sum | 2248 |
| Variance | 4.903124 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 386 | |
| 3 | 72 | 10.3% |
| 4 | 48 | 6.9% |
| 1 | 47 | 6.7% |
| 6 | 41 | 5.9% |
| 5 | 39 | 5.6% |
| 10 | 31 | 4.4% |
| 8 | 21 | 3.0% |
| 7 | 12 | 1.7% |
| 9 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 47 | 6.7% |
| 2 | 386 | |
| 3 | 72 | 10.3% |
| 4 | 48 | 6.9% |
| 5 | 39 | 5.6% |
| 6 | 41 | 5.9% |
| 7 | 12 | 1.7% |
| 8 | 21 | 3.0% |
| 9 | 2 | 0.3% |
| 10 | 31 | 4.4% |
| Value | Count | Frequency (%) |
| 10 | 31 | 4.4% |
| 9 | 2 | 0.3% |
| 8 | 21 | 3.0% |
| 7 | 12 | 1.7% |
| 6 | 41 | 5.9% |
| 5 | 39 | 5.6% |
| 4 | 48 | 6.9% |
| 3 | 72 | 10.3% |
| 2 | 386 | |
| 1 | 47 | 6.7% |
Bare_nuclei
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 16 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5446559 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6438572 |
|---|---|
| Coefficient of variation (CV) | 1.0279861 |
| Kurtosis | -0.79884414 |
| Mean | 3.5446559 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99001565 |
| Sum | 2421 |
| Variance | 13.277695 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 402 | |
| 10 | 132 | 18.9% |
| 2 | 30 | 4.3% |
| 5 | 30 | 4.3% |
| 3 | 28 | 4.0% |
| 8 | 21 | 3.0% |
| 4 | 19 | 2.7% |
| 9 | 9 | 1.3% |
| 7 | 8 | 1.1% |
| 6 | 4 | 0.6% |
| (Missing) | 16 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 402 | |
| 2 | 30 | 4.3% |
| 3 | 28 | 4.0% |
| 4 | 19 | 2.7% |
| 5 | 30 | 4.3% |
| 6 | 4 | 0.6% |
| 7 | 8 | 1.1% |
| 8 | 21 | 3.0% |
| 9 | 9 | 1.3% |
| 10 | 132 | 18.9% |
| Value | Count | Frequency (%) |
| 10 | 132 | 18.9% |
| 9 | 9 | 1.3% |
| 8 | 21 | 3.0% |
| 7 | 8 | 1.1% |
| 6 | 4 | 0.6% |
| 5 | 30 | 4.3% |
| 4 | 19 | 2.7% |
| 3 | 28 | 4.0% |
| 2 | 30 | 4.3% |
| 1 | 402 |
Bland_chromatin
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4377682 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4383643 |
|---|---|
| Coefficient of variation (CV) | 0.70928698 |
| Kurtosis | 0.18462131 |
| Mean | 3.4377682 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0999691 |
| Sum | 2403 |
| Variance | 5.9456202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 166 | |
| 3 | 165 | |
| 1 | 152 | |
| 7 | 73 | |
| 4 | 40 | 5.7% |
| 5 | 34 | 4.9% |
| 8 | 28 | 4.0% |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 6 | 10 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 152 | |
| 2 | 166 | |
| 3 | 165 | |
| 4 | 40 | 5.7% |
| 5 | 34 | 4.9% |
| 6 | 10 | 1.4% |
| 7 | 73 | |
| 8 | 28 | 4.0% |
| 9 | 11 | 1.6% |
| 10 | 20 | 2.9% |
| Value | Count | Frequency (%) |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 8 | 28 | 4.0% |
| 7 | 73 | |
| 6 | 10 | 1.4% |
| 5 | 34 | 4.9% |
| 4 | 40 | 5.7% |
| 3 | 165 | |
| 2 | 166 | |
| 1 | 152 |
Normal_nucleoli
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8669528 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0536339 |
|---|---|
| Coefficient of variation (CV) | 1.0651148 |
| Kurtosis | 0.47426868 |
| Mean | 2.8669528 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4222613 |
| Sum | 2004 |
| Variance | 9.32468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 443 | |
| 10 | 61 | 8.7% |
| 3 | 44 | 6.3% |
| 2 | 36 | 5.2% |
| 8 | 24 | 3.4% |
| 6 | 22 | 3.1% |
| 5 | 19 | 2.7% |
| 4 | 18 | 2.6% |
| 7 | 16 | 2.3% |
| 9 | 16 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 443 | |
| 2 | 36 | 5.2% |
| 3 | 44 | 6.3% |
| 4 | 18 | 2.6% |
| 5 | 19 | 2.7% |
| 6 | 22 | 3.1% |
| 7 | 16 | 2.3% |
| 8 | 24 | 3.4% |
| 9 | 16 | 2.3% |
| 10 | 61 | 8.7% |
| Value | Count | Frequency (%) |
| 10 | 61 | 8.7% |
| 9 | 16 | 2.3% |
| 8 | 24 | 3.4% |
| 7 | 16 | 2.3% |
| 6 | 22 | 3.1% |
| 5 | 19 | 2.7% |
| 4 | 18 | 2.6% |
| 3 | 44 | 6.3% |
| 2 | 36 | 5.2% |
| 1 | 443 |
Mitoses
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5894134 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7150779 |
|---|---|
| Coefficient of variation (CV) | 1.0790634 |
| Kurtosis | 12.657878 |
| Mean | 1.5894134 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5606578 |
| Sum | 1111 |
| Variance | 2.9414923 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 2 | 35 | 5.0% |
| 3 | 33 | 4.7% |
| 10 | 14 | 2.0% |
| 4 | 12 | 1.7% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.1% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 579 | |
| 2 | 35 | 5.0% |
| 3 | 33 | 4.7% |
| 4 | 12 | 1.7% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.1% |
| 10 | 14 | 2.0% |
| Value | Count | Frequency (%) |
| 10 | 14 | 2.0% |
| 8 | 8 | 1.1% |
| 7 | 9 | 1.3% |
| 6 | 3 | 0.4% |
| 5 | 6 | 0.9% |
| 4 | 12 | 1.7% |
| 3 | 33 | 4.7% |
| 2 | 35 | 5.0% |
| 1 | 579 |
Class
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| 2 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 699 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 699 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 699 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 699 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 458 | |
| 4 | 241 |
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| Clump_thickness | 1.000 | 0.645 | 0.655 | 0.486 | 0.522 | 0.593 | 0.558 | 0.536 | 0.350 | 0.716 |
| Uniformity_of_cell_size | 0.645 | 1.000 | 0.907 | 0.706 | 0.752 | 0.692 | 0.756 | 0.723 | 0.459 | 0.818 |
| Uniformity_of_cell_shape | 0.655 | 0.907 | 1.000 | 0.683 | 0.720 | 0.714 | 0.736 | 0.719 | 0.439 | 0.819 |
| Marginal_adhesion | 0.486 | 0.706 | 0.683 | 1.000 | 0.600 | 0.671 | 0.667 | 0.603 | 0.418 | 0.697 |
| Single_epithelial_cell_size | 0.522 | 0.752 | 0.720 | 0.600 | 1.000 | 0.586 | 0.616 | 0.629 | 0.479 | 0.683 |
| Bare_nuclei | 0.593 | 0.692 | 0.714 | 0.671 | 0.586 | 1.000 | 0.681 | 0.584 | 0.339 | 0.823 |
| Bland_chromatin | 0.558 | 0.756 | 0.736 | 0.667 | 0.616 | 0.681 | 1.000 | 0.666 | 0.344 | 0.757 |
| Normal_nucleoli | 0.536 | 0.723 | 0.719 | 0.603 | 0.629 | 0.584 | 0.666 | 1.000 | 0.428 | 0.712 |
| Mitoses | 0.350 | 0.459 | 0.439 | 0.418 | 0.479 | 0.339 | 0.344 | 0.428 | 1.000 | 0.423 |
| Class | 0.716 | 0.818 | 0.819 | 0.697 | 0.683 | 0.823 | 0.757 | 0.712 | 0.423 | 1.000 |
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| Clump_thickness | 1.000 | 0.666 | 0.664 | 0.542 | 0.584 | 0.591 | 0.538 | 0.570 | 0.419 | 0.682 |
| Uniformity_of_cell_size | 0.666 | 1.000 | 0.892 | 0.743 | 0.787 | 0.770 | 0.719 | 0.757 | 0.509 | 0.855 |
| Uniformity_of_cell_shape | 0.664 | 0.892 | 1.000 | 0.712 | 0.759 | 0.753 | 0.692 | 0.725 | 0.473 | 0.836 |
| Marginal_adhesion | 0.542 | 0.743 | 0.712 | 1.000 | 0.668 | 0.697 | 0.625 | 0.634 | 0.447 | 0.728 |
| Single_epithelial_cell_size | 0.584 | 0.787 | 0.759 | 0.668 | 1.000 | 0.695 | 0.640 | 0.706 | 0.480 | 0.763 |
| Bare_nuclei | 0.591 | 0.770 | 0.753 | 0.697 | 0.695 | 1.000 | 0.679 | 0.660 | 0.474 | 0.835 |
| Bland_chromatin | 0.538 | 0.719 | 0.692 | 0.625 | 0.640 | 0.679 | 1.000 | 0.662 | 0.387 | 0.740 |
| Normal_nucleoli | 0.570 | 0.757 | 0.725 | 0.634 | 0.706 | 0.660 | 0.662 | 1.000 | 0.504 | 0.744 |
| Mitoses | 0.419 | 0.509 | 0.473 | 0.447 | 0.480 | 0.474 | 0.387 | 0.504 | 1.000 | 0.527 |
| Class | 0.682 | 0.855 | 0.836 | 0.728 | 0.763 | 0.835 | 0.740 | 0.744 | 0.527 | 1.000 |
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| Clump_thickness | 1.000 | 0.537 | 0.534 | 0.433 | 0.470 | 0.479 | 0.418 | 0.462 | 0.353 | 0.593 |
| Uniformity_of_cell_size | 0.537 | 1.000 | 0.815 | 0.640 | 0.682 | 0.658 | 0.599 | 0.663 | 0.455 | 0.778 |
| Uniformity_of_cell_shape | 0.534 | 0.815 | 1.000 | 0.605 | 0.650 | 0.641 | 0.572 | 0.628 | 0.419 | 0.754 |
| Marginal_adhesion | 0.433 | 0.640 | 0.605 | 1.000 | 0.571 | 0.609 | 0.511 | 0.547 | 0.400 | 0.667 |
| Single_epithelial_cell_size | 0.470 | 0.682 | 0.650 | 0.571 | 1.000 | 0.596 | 0.522 | 0.609 | 0.431 | 0.695 |
| Bare_nuclei | 0.479 | 0.658 | 0.641 | 0.609 | 0.596 | 1.000 | 0.565 | 0.569 | 0.425 | 0.776 |
| Bland_chromatin | 0.418 | 0.599 | 0.572 | 0.511 | 0.522 | 0.565 | 1.000 | 0.561 | 0.333 | 0.654 |
| Normal_nucleoli | 0.462 | 0.663 | 0.628 | 0.547 | 0.609 | 0.569 | 0.561 | 1.000 | 0.454 | 0.688 |
| Mitoses | 0.353 | 0.455 | 0.419 | 0.400 | 0.431 | 0.425 | 0.333 | 0.454 | 1.000 | 0.509 |
| Class | 0.593 | 0.778 | 0.754 | 0.667 | 0.695 | 0.776 | 0.654 | 0.688 | 0.509 | 1.000 |
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| Clump_thickness | 1.000 | 0.649 | 0.647 | 0.543 | 0.591 | 0.605 | 0.579 | 0.573 | 0.379 | 0.904 |
| Uniformity_of_cell_size | 0.649 | 1.000 | 0.869 | 0.709 | 0.743 | 0.712 | 0.739 | 0.734 | 0.456 | 0.981 |
| Uniformity_of_cell_shape | 0.647 | 0.869 | 1.000 | 0.696 | 0.709 | 0.699 | 0.713 | 0.708 | 0.418 | 0.976 |
| Marginal_adhesion | 0.543 | 0.709 | 0.696 | 1.000 | 0.710 | 0.670 | 0.690 | 0.618 | 0.417 | 0.904 |
| Single_epithelial_cell_size | 0.591 | 0.743 | 0.709 | 0.710 | 1.000 | 0.684 | 0.648 | 0.677 | 0.499 | 0.942 |
| Bare_nuclei | 0.605 | 0.712 | 0.699 | 0.670 | 0.684 | 1.000 | 0.664 | 0.658 | 0.402 | 0.967 |
| Bland_chromatin | 0.579 | 0.739 | 0.713 | 0.690 | 0.648 | 0.664 | 1.000 | 0.687 | 0.388 | 0.949 |
| Normal_nucleoli | 0.573 | 0.734 | 0.708 | 0.618 | 0.677 | 0.658 | 0.687 | 1.000 | 0.431 | 0.926 |
| Mitoses | 0.379 | 0.456 | 0.418 | 0.417 | 0.499 | 0.402 | 0.388 | 0.431 | 1.000 | 0.520 |
| Class | 0.904 | 0.981 | 0.976 | 0.904 | 0.942 | 0.967 | 0.949 | 0.926 | 0.520 | 1.000 |
| Bare_nuclei | Bland_chromatin | Class | Clump_thickness | Marginal_adhesion | Mitoses | Normal_nucleoli | Single_epithelial_cell_size | Uniformity_of_cell_shape | Uniformity_of_cell_size | |
|---|---|---|---|---|---|---|---|---|---|---|
| Bare_nuclei | 1.000 | 0.679 | 0.839 | 0.591 | 0.697 | 0.474 | 0.660 | 0.695 | 0.753 | 0.770 |
| Bland_chromatin | 0.679 | 1.000 | 0.804 | 0.538 | 0.625 | 0.387 | 0.662 | 0.640 | 0.692 | 0.719 |
| Class | 0.839 | 0.804 | 1.000 | 0.738 | 0.738 | 0.519 | 0.768 | 0.791 | 0.860 | 0.875 |
| Clump_thickness | 0.591 | 0.538 | 0.738 | 1.000 | 0.542 | 0.419 | 0.570 | 0.584 | 0.664 | 0.666 |
| Marginal_adhesion | 0.697 | 0.625 | 0.738 | 0.542 | 1.000 | 0.447 | 0.634 | 0.668 | 0.712 | 0.743 |
| Mitoses | 0.474 | 0.387 | 0.519 | 0.419 | 0.447 | 1.000 | 0.504 | 0.480 | 0.473 | 0.509 |
| Normal_nucleoli | 0.660 | 0.662 | 0.768 | 0.570 | 0.634 | 0.504 | 1.000 | 0.706 | 0.725 | 0.757 |
| Single_epithelial_cell_size | 0.695 | 0.640 | 0.791 | 0.584 | 0.668 | 0.480 | 0.706 | 1.000 | 0.759 | 0.787 |
| Uniformity_of_cell_shape | 0.753 | 0.692 | 0.860 | 0.664 | 0.712 | 0.473 | 0.725 | 0.759 | 1.000 | 0.892 |
| Uniformity_of_cell_size | 0.770 | 0.719 | 0.875 | 0.666 | 0.743 | 0.509 | 0.757 | 0.787 | 0.892 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 2 |
| 1 | 5 | 4 | 4 | 5 | 7 | 10.0 | 3 | 2 | 1 | 2 |
| 2 | 3 | 1 | 1 | 1 | 2 | 2.0 | 3 | 1 | 1 | 2 |
| 3 | 6 | 8 | 8 | 1 | 3 | 4.0 | 3 | 7 | 1 | 2 |
| 4 | 4 | 1 | 1 | 3 | 2 | 1.0 | 3 | 1 | 1 | 2 |
| 5 | 8 | 10 | 10 | 8 | 7 | 10.0 | 9 | 7 | 1 | 4 |
| 6 | 1 | 1 | 1 | 1 | 2 | 10.0 | 3 | 1 | 1 | 2 |
| 7 | 2 | 1 | 2 | 1 | 2 | 1.0 | 3 | 1 | 1 | 2 |
| 8 | 2 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 5 | 2 |
| 9 | 4 | 2 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 2 |
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 689 | 1 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 8 | 2 |
| 690 | 1 | 1 | 1 | 3 | 2 | 1.0 | 1 | 1 | 1 | 2 |
| 691 | 5 | 10 | 10 | 5 | 4 | 5.0 | 4 | 4 | 1 | 4 |
| 692 | 3 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 |
| 693 | 3 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 2 | 2 |
| 694 | 3 | 1 | 1 | 1 | 3 | 2.0 | 1 | 1 | 1 | 2 |
| 695 | 2 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 |
| 696 | 5 | 10 | 10 | 3 | 7 | 3.0 | 8 | 10 | 2 | 4 |
| 697 | 4 | 8 | 6 | 4 | 3 | 4.0 | 10 | 6 | 1 | 4 |
| 698 | 4 | 8 | 8 | 5 | 4 | 5.0 | 10 | 4 | 1 | 4 |
Most frequently occurring
| Clump_thickness | Uniformity_of_cell_size | Uniformity_of_cell_shape | Marginal_adhesion | Single_epithelial_cell_size | Bare_nuclei | Bland_chromatin | Normal_nucleoli | Mitoses | Class | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 | 27 |
| 6 | 1 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 2 | 23 |
| 5 | 1 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 2 | 21 |
| 20 | 3 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 2 | 20 |
| 19 | 3 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 | 12 |
| 13 | 2 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 | 10 |
| 21 | 3 | 1 | 1 | 1 | 2 | 1.0 | 3 | 1 | 1 | 2 | 10 |
| 28 | 4 | 1 | 1 | 1 | 2 | 1.0 | 1 | 1 | 1 | 2 | 10 |
| 29 | 4 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 2 | 10 |
| 37 | 5 | 1 | 1 | 1 | 2 | 1.0 | 2 | 1 | 1 | 2 | 10 |